Prosecution Insights
Last updated: October 01, 2026

Examiner: SHAH, SAYED MUNEER

Tech Center 2600 • Art Units: 2124 2646

This examiner grants 0% of resolved cases

Performance Statistics

—
Allow Rate
-62.0% vs TC avg
6
Total Applications
—
Interview Lift
0
Avg Prosecution Days
Based on 0 resolved cases, 2023–2026

Rejection Statute Breakdown

24.5%
§101 Eligibility
17.0%
§102 Novelty
50.9%
§103 Obviousness
7.6%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18606297 NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM STORING MACHINE LEARNING PROGRAM, MACHINE LEARNING METHOD, AND INFORMATION PROCESSING APPARATUS Non-Final OA FUJITSU LIMITED
18700979 VALUE-BASED ACTION SELECTION ALGORITHM IN REINFORCEMENT LEARNING Non-Final OA Telefonaktiebolaget LM Ericsson (publ)
18688044 DEVICES AND METHODS FOR TARGET END DEVICES POSITIONING Non-Final OA Nokia Solutions and Networks Oy
18613177 Training a Model with Reinforcement Learning to Promote Novelty and Relevance Non-Final OA Microsoft Technology Licensing, LLC
18423802 ENHANCING TRANSFER LEARNING FOR LARGE LANGUAGE MODELS Non-Final OA Roku, Inc.
18423825 RETRIEVAL OPTIMIZATION USING REINFORCEMENT LEARNING Non-Final OA Roku, Inc.
18320650 RESOURCE MANAGEMENT FRAMEWORK USING MACHINE LEARNING Final Rejection Dell Products L.P.
18522791 ARTIFICIAL INTELLIGENCE (AI) FOR HARDWARE/SOFTWARE CO-DESIGN OF ACCELERATORS AND MACHINE LEARNING MODELS Non-Final OA HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP

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